视觉大模型 / VLM

Preserve and Sculpt: Manifold-Aligned Fine-tuning of Vision-Language Models for Few-Shot Learning

Dexia Chen, Qianjie Zhu, Weibing Li, Yue Yu, Tong Zhang, Ruixuan Wang

专题命中 VLM训练与架构 ：vision-language model(title,abstract)；分类 cs.CV

LangVision-LoRA-NAS: Neural Architecture Search for Variable LoRA Rank in Vision Language Models

Krishna Teja Chitty-Venkata, Murali Emani, Venkatram Vishwanath

专题命中 VLM训练与架构 ：vision language model(title,abstract)；分类 cs.CV

Comments Accepted by ICIP 2025 Conference

Infusing fine-grained visual knowledge to Vision-Language Models

Nikolaos-Antonios Ypsilantis, Kaifeng Chen, André Araujo, Ondřej Chum

机构 * VRG, FEE, Czech Technical University in Prague（捷克布拉格技术大学） 纠错

专题命中 VLM训练与架构 ：vision-language model(title)；VLM(abstract)；分类 cs.CV

Comments ICCVW 2025 accepted paper. Workshop name: "What is Next in Multimodal Foundation Models?"

ViLaD: A Large Vision Language Diffusion Framework for End-to-End Autonomous Driving

Can Cui, Yupeng Zhou, Juntong Peng, Sung-Yeon Park, Zichong Yang, Prashanth Sankaranarayanan, Jiaru Zhang, Ruqi Zhang, Ziran Wang

机构 * College of Engineering, Purdue University（普渡大学工程学院） 纠错

专题命中 VLM训练与架构 ：vision language model(abstract)；VLM(abstract)；分类 cs.CV

M3PO: Multimodal-Model-Guided Preference Optimization for Visual Instruction Following

Ruirui Gao, Emily Johnson, Bowen Tan, Yanfei Qian

机构 * University of Massachusetts, Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

专题命中 VLM训练与架构 ：vision-language model(abstract)；LLaVA(abstract)

Ovis2.5 Technical Report

Shiyin Lu, Yang Li, Yu Xia, Yuwei Hu, Shanshan Zhao, Yanqing Ma, Zhichao Wei, Yinglun Li, Lunhao Duan, Jianshan Zhao, Yuxuan Han, Haijun Li, Wanying Chen, Junke Tang, Chengkun Hou, Zhixing Du, Tianli Zhou, Wenjie Zhang, Huping Ding, Jiahe Li, Wen Li, Gui Hu, Yiliang Gu, Siran Yang, Jiamang Wang, Hailong Sun, Yibo Wang, Hui Sun, Jinlong Huang, Yuping He, Shengze Shi, Weihong Zhang, Guodong Zheng, Junpeng Jiang, Sensen Gao, Yi-Feng Wu, Sijia Chen, Yuhui Chen, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang

机构 * Alibaba Group（阿里巴巴集团） 纠错

专题命中 VLM训练与架构 ：grounding(abstract)；分类 cs.CV、cs.AI、cs.LG

Contrastive Regularization over LoRA for Multimodal Biomedical Image Incremental Learning

Haojie Zhang, Yixiong Liang, Hulin Kuang, Lihui Cen, Zhe Qu, Yigang Cen, Min Zeng, Shichao Kan

机构 * School of Computer Science and Engineering, Central South University（计算机科学与工程学院，中南大学） ； School of Automation, Central South University（自动化学院，中南大学） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院，北京交通大学） 纠错

专题命中 VLM训练与架构 ：vision-language model(abstract)；分类 cs.CV、cs.AI、cs.LG

Comments 10 pages, 3 figures, submitted to ACM Multimedia 2025

Federated Cross-Modal Style-Aware Prompt Generation

Suraj Prasad, Navyansh Mahla, Sunny Gupta, Amit Sethi

机构 * Indian Institute of Technology Bombay（印度理工学院孟买学院） 纠错

专题命中 VLM训练与架构 ：vision-language model(abstract)；分类 cs.CV

Planner-Refiner: Dynamic Space-Time Refinement for Vision-Language Alignment in Videos

Tuyen Tran, Thao Minh Le, Quang-Hung Le, Truyen Tran

机构 * Applied Artificial Intelligence Institute, Deakin University, Australia（应用人工智能研究所，德金大学，澳大利亚） 纠错

专题命中 VLM训练与架构 ：grounding(abstract)；分类 cs.CV

Comments Accepted for publication at ECAI 2025